{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "0C833A1022A44721A2A099A61B29E941",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n",
      "/opt/conda/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n",
      "  return f(*args, **kwds)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pandas.io.json import json_normalize\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "E3CDF0C0DC244555BF2050F716CEA41D",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "ilun = pd.read_csv('ilun.csv')\n",
    "ikun = pd.read_csv('ikun.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "F6BA54E4CAFD44EDA2E2556F5CDB9DA5",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "ilun['followers_cut'] = pd.cut(ilun['user.followers_count'], \n",
    "       [0,10,50,100,500,1000,5000,10000, 50000, 100000, 500000, 1000000, 5000000, 10000000], \n",
    "       labels=['0-10', '10-50', '50-100', '100-500', '500-1000', '1000-5000',\n",
    "              '5000-10000', '10000-50000', '50000-100000', '100000-500000', \n",
    "               '500000-1000000', '1000000-5000000', '5000000-10000000'],\n",
    "                    right=False)\n",
    "\n",
    "ikun['followers_cut'] = pd.cut(ikun['user.followers_count'], \n",
    "       [0,10,50,100,500,1000,5000,10000, 50000, 100000, 500000, 1000000, 5000000, 10000000], \n",
    "       labels=['0-10', '10-50', '50-100', '100-500', '500-1000', '1000-5000',\n",
    "              '5000-10000', '10000-50000', '50000-100000', '100000-500000', \n",
    "               '500000-1000000', '1000000-5000000', '5000000-10000000'],\n",
    "                    right=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "0BE091817C9544B79B0229641B61BC43",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-500             3498\n",
       "10-50               1819\n",
       "50-100              1683\n",
       "0-10                1594\n",
       "500-1000             728\n",
       "1000-5000            530\n",
       "5000-10000            58\n",
       "10000-50000           57\n",
       "100000-500000         13\n",
       "50000-100000          12\n",
       "1000000-5000000        7\n",
       "500000-1000000         1\n",
       "5000000-10000000       0\n",
       "Name: followers_cut, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ilun['followers_cut'].sample(10000).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "id": "E37793A759AE42968C29EF1B7F3869B7",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"cc7de9a532d64250a3ed7ffd4b855f59\" style=\"width:500px;height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_cc7de9a532d64250a3ed7ffd4b855f59 = echarts.init(document.getElementById('cc7de9a532d64250a3ed7ffd4b855f59'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_cc7de9a532d64250a3ed7ffd4b855f59 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5468\\u6770\\u4f26\\u65b0\\u8fdb\\u7c89\\u4e1d\\u7684\\u7c89\\u4e1d\\u6570\\u5206\\u5e03\",\n",
       "            \"subtext\": \"\\u5355\\u4f4d:\\u4eba\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 6542104,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                1594,\n",
       "                1819,\n",
       "                1683,\n",
       "                3498,\n",
       "                728,\n",
       "                530,\n",
       "                58,\n",
       "                57,\n",
       "                12,\n",
       "                13,\n",
       "                1,\n",
       "                7,\n",
       "                0\n",
       "            ],\n",
       "            \"stack\": \"stack_6542104\",\n",
       "            \"barCategoryGap\": \"40%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 6542104\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": true,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"0-10\",\n",
       "                \"10-50\",\n",
       "                \"50-100\",\n",
       "                \"100-500\",\n",
       "                \"500-1000\",\n",
       "                \"1000-5000\",\n",
       "                \"5000-10000\",\n",
       "                \"10000-50000\",\n",
       "                \"50000-100000\",\n",
       "                \"100000-500000\",\n",
       "                \"500000-1000000\",\n",
       "                \"1000000-5000000\",\n",
       "                \"5000000-10000000\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_cc7de9a532d64250a3ed7ffd4b855f59.setOption(option_cc7de9a532d64250a3ed7ffd4b855f59);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x7f6b4528c208>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Bar\n",
    "\n",
    "idx = ['0-10', '10-50', '50-100', '100-500', '500-1000', '1000-5000',\n",
    "              '5000-10000', '10000-50000', '50000-100000', '100000-500000', \n",
    "               '500000-1000000', '1000000-5000000', '5000000-10000000']\n",
    "values = [1594, 1819, 1683, 3498, 728, 530, 58, 57, 12, 13, 1, 7, 0]\n",
    "bar = Bar(\"周杰伦新进粉丝的粉丝数分布\",\"单位:人\", width = 500,height=500)\n",
    "bar.add(\"\", idx, values, is_stack=True,bar_category_gap='40%', \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=20, \n",
    "       is_convert=True, is_yaxis_inverse=True, label_pos='inside')\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "A4145B87441E4F668ABACCF7AE762B9A",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0-10                4211\n",
       "100-500             2026\n",
       "10-50               1769\n",
       "50-100              1097\n",
       "500-1000             429\n",
       "1000-5000            368\n",
       "5000-10000            41\n",
       "10000-50000           40\n",
       "100000-500000          8\n",
       "50000-100000           5\n",
       "500000-1000000         4\n",
       "5000000-10000000       1\n",
       "1000000-5000000        1\n",
       "Name: followers_cut, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ikun['followers_cut'].sample(10000).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "id": "4F3E5A36653D480A85C681E9D2C4D34D",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"e1ff33ee9881490b89081119cb530183\" style=\"width:500px;height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_e1ff33ee9881490b89081119cb530183 = echarts.init(document.getElementById('e1ff33ee9881490b89081119cb530183'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_e1ff33ee9881490b89081119cb530183 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u8521\\u5f90\\u5764\\u65b0\\u8fdb\\u7c89\\u4e1d\\u7684\\u7c89\\u4e1d\\u6570\\u5206\\u5e03\",\n",
       "            \"subtext\": \"\\u5355\\u4f4d:\\u4eba\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 8535786,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                4213.0,\n",
       "                2026.0,\n",
       "                1768.0,\n",
       "                1097.0,\n",
       "                429.0,\n",
       "                367.0,\n",
       "                41.0,\n",
       "                40.0,\n",
       "                8.0,\n",
       "                5.0,\n",
       "                4.0,\n",
       "                1.0,\n",
       "                1.0\n",
       "            ],\n",
       "            \"stack\": \"stack_8535786\",\n",
       "            \"barCategoryGap\": \"40%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 8535786\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": true,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"0-10\",\n",
       "                \"100-500\",\n",
       "                \"10-50\",\n",
       "                \"50-100\",\n",
       "                \"500-1000\",\n",
       "                \"1000-5000\",\n",
       "                \"5000-10000\",\n",
       "                \"10000-50000\",\n",
       "                \"100000-500000\",\n",
       "                \"50000-100000\",\n",
       "                \"500000-1000000\",\n",
       "                \"5000000-10000000\",\n",
       "                \"1000000-5000000\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_e1ff33ee9881490b89081119cb530183.setOption(option_e1ff33ee9881490b89081119cb530183);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x7f6b4528c5f8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "values = [4211, 1769, 1097, 2026, 429, 368, 41, 40, 5, 8, 4, 1, 1]\n",
    "bar = Bar(\"蔡徐坤新进粉丝的粉丝数分布\",\"单位:人\", width = 500,height=500)\n",
    "bar.add(\"\", ikun_follower.index, ikun_follower.values, is_stack=True,bar_category_gap='40%', \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=20, \n",
    "       is_convert=True, is_yaxis_inverse=True, label_pos='inside')\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "id": "83077C8EF7944B0593418348D09605C1",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"8771d015ec374166bb586e417be87e53\" style=\"width:1000px;height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_8771d015ec374166bb586e417be87e53 = echarts.init(document.getElementById('8771d015ec374166bb586e417be87e53'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_8771d015ec374166bb586e417be87e53 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5468\\u6770\\u4f26/\\u8521\\u5f90\\u5764\\u65b0\\u8fdb\\u7c89\\u4e1d\\u7684\\u7c89\\u4e1d\\u6570\\u5206\\u5e03\",\n",
       "            \"subtext\": \"\\u5355\\u4f4d:\\u4eba\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 8524696,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u5468\\u6770\\u4f26\",\n",
       "            \"data\": [\n",
       "                1594,\n",
       "                1819,\n",
       "                1683,\n",
       "                3498,\n",
       "                728,\n",
       "                530,\n",
       "                58,\n",
       "                57,\n",
       "                12,\n",
       "                13,\n",
       "                1,\n",
       "                7,\n",
       "                0\n",
       "            ],\n",
       "            \"barCategoryGap\": \"40%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 8524696\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u8521\\u5f90\\u5764\",\n",
       "            \"data\": [\n",
       "                4211,\n",
       "                1769,\n",
       "                1097,\n",
       "                2026,\n",
       "                429,\n",
       "                368,\n",
       "                41,\n",
       "                40,\n",
       "                5,\n",
       "                8,\n",
       "                4,\n",
       "                1,\n",
       "                1\n",
       "            ],\n",
       "            \"barCategoryGap\": \"40%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 8524696\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5468\\u6770\\u4f26\",\n",
       "                \"\\u8521\\u5f90\\u5764\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"0-10\",\n",
       "                \"10-50\",\n",
       "                \"50-100\",\n",
       "                \"100-500\",\n",
       "                \"500-1000\",\n",
       "                \"1000-5000\",\n",
       "                \"5000-10000\",\n",
       "                \"10000-50000\",\n",
       "                \"50000-100000\",\n",
       "                \"100000-500000\",\n",
       "                \"500000-1000000\",\n",
       "                \"1000000-5000000\",\n",
       "                \"5000000-10000000\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_8771d015ec374166bb586e417be87e53.setOption(option_8771d015ec374166bb586e417be87e53);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x7f6b452182b0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Bar\n",
    "\n",
    "idx = ['0-10', '10-50', '50-100', '100-500', '500-1000', '1000-5000',\n",
    "              '5000-10000', '10000-50000', '50000-100000', '100000-500000', \n",
    "               '500000-1000000', '1000000-5000000', '5000000-10000000']\n",
    "values1 = [1594, 1819, 1683, 3498, 728, 530, 58, 57, 12, 13, 1, 7, 0]\n",
    "values2 = [4211, 1769, 1097, 2026, 429, 368, 41, 40, 5, 8, 4, 1, 1]\n",
    "bar = Bar(\"周杰伦/蔡徐坤新进粉丝的粉丝数分布\",\"单位:人\", width = 1000,height=500)\n",
    "bar.add(\"周杰伦\", idx, values1, is_stack=False,bar_category_gap='40%', \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=20)\n",
    "bar.add(\"蔡徐坤\", idx, values2, is_stack=False,bar_category_gap='40%', \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=20)  \n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "id": "D40695D2DCCE47F096E1E4A50FBA0427",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['scheme', 'user.id', 'user.screen_name', 'user.verified',\n",
       "       'user.verified_type', 'user.verified_type_ext', 'user.followers_count',\n",
       "       'user.mbtype', 'user.mbrank', 'user.friends_count', 'desc1',\n",
       "       'followers_cut'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ilun.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "id": "9A0FABED42EC418688C4056246559FE7",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "ilun['friends_cut'] = pd.cut(ilun['user.friends_count'], \n",
    "       [0,10,50,100,500,1000,5000,10000, 50000, 100000, 500000, 1000000, 5000000, 10000000], \n",
    "       labels=['0-10', '10-50', '50-100', '100-500', '500-1000', '1000-5000',\n",
    "              '5000-10000', '10000-50000', '50000-100000', '100000-500000', \n",
    "               '500000-1000000', '1000000-5000000', '5000000-10000000'],\n",
    "                    right=False)\n",
    "\n",
    "ikun['friends_cut'] = pd.cut(ikun['user.friends_count'], \n",
    "       [0,10,50,100,500,1000,5000,10000, 50000, 100000, 500000, 1000000, 5000000, 10000000], \n",
    "       labels=['0-10', '10-50', '50-100', '100-500', '500-1000', '1000-5000',\n",
    "              '5000-10000', '10000-50000', '50000-100000', '100000-500000', \n",
    "               '500000-1000000', '1000000-5000000', '5000000-10000000'],\n",
    "                    right=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "id": "F06D730D1BE0442E9167E0595EC72142",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-500             5551\n",
       "50-100              1458\n",
       "500-1000            1055\n",
       "10-50                992\n",
       "0-10                 716\n",
       "1000-5000            226\n",
       "5000-10000             2\n",
       "5000000-10000000       0\n",
       "1000000-5000000        0\n",
       "500000-1000000         0\n",
       "100000-500000          0\n",
       "50000-100000           0\n",
       "10000-50000            0\n",
       "Name: friends_cut, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ilun['friends_cut'].sample(10000).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "id": "7B83A84A46EB43FCA5772E043656FBFE",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"9dd94990b0da4401a004992d2ddcf18f\" style=\"width:500px;height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_9dd94990b0da4401a004992d2ddcf18f = echarts.init(document.getElementById('9dd94990b0da4401a004992d2ddcf18f'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_9dd94990b0da4401a004992d2ddcf18f = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5468\\u6770\\u4f26\\u65b0\\u8fdb\\u7c89\\u4e1d\\u7684\\u5173\\u6ce8\\u6570\\u5206\\u5e03\",\n",
       "            \"subtext\": \"\\u5355\\u4f4d:\\u4eba\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 5528515,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                716,\n",
       "                992,\n",
       "                1458,\n",
       "                5551,\n",
       "                1055,\n",
       "                226,\n",
       "                2,\n",
       "                0,\n",
       "                0,\n",
       "                0,\n",
       "                0,\n",
       "                0,\n",
       "                0\n",
       "            ],\n",
       "            \"stack\": \"stack_5528515\",\n",
       "            \"barCategoryGap\": \"40%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 5528515\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": true,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"0-10\",\n",
       "                \"10-50\",\n",
       "                \"50-100\",\n",
       "                \"100-500\",\n",
       "                \"500-1000\",\n",
       "                \"1000-5000\",\n",
       "                \"5000-10000\",\n",
       "                \"10000-50000\",\n",
       "                \"50000-100000\",\n",
       "                \"100000-500000\",\n",
       "                \"500000-1000000\",\n",
       "                \"1000000-5000000\",\n",
       "                \"5000000-10000000\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_9dd94990b0da4401a004992d2ddcf18f.setOption(option_9dd94990b0da4401a004992d2ddcf18f);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x7f6b452181d0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Bar\n",
    "\n",
    "idx = ['0-10', '10-50', '50-100', '100-500', '500-1000', '1000-5000',\n",
    "              '5000-10000', '10000-50000', '50000-100000', '100000-500000', \n",
    "               '500000-1000000', '1000000-5000000', '5000000-10000000']\n",
    "values = [716, 992, 1458, 5551, 1055, 226, 2, 0, 0, 0, 0, 0, 0]\n",
    "bar = Bar(\"周杰伦新进粉丝的关注数分布\",\"单位:人\", width = 500,height=500)\n",
    "bar.add(\"\", idx, values, is_stack=True,bar_category_gap='40%', \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=20, \n",
    "       is_convert=True, is_yaxis_inverse=True, label_pos='inside')\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "id": "3DECFE8D5E56440C83A73365A993109D",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-500             3869\n",
       "10-50               2003\n",
       "50-100              1668\n",
       "0-10                1594\n",
       "500-1000             695\n",
       "1000-5000            171\n",
       "5000000-10000000       0\n",
       "1000000-5000000        0\n",
       "500000-1000000         0\n",
       "100000-500000          0\n",
       "50000-100000           0\n",
       "10000-50000            0\n",
       "5000-10000             0\n",
       "Name: friends_cut, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ikun['friends_cut'].sample(10000).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "id": "C9ED0EC9CEC74629B4FCCD63930349DE",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"1d7f1fcf719b400aa338bed691ea8ca2\" style=\"width:500px;height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_1d7f1fcf719b400aa338bed691ea8ca2 = echarts.init(document.getElementById('1d7f1fcf719b400aa338bed691ea8ca2'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_1d7f1fcf719b400aa338bed691ea8ca2 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u8521\\u5f90\\u5764\\u65b0\\u8fdb\\u7c89\\u4e1d\\u7684\\u5173\\u6ce8\\u6570\\u5206\\u5e03\",\n",
       "            \"subtext\": \"\\u5355\\u4f4d:\\u4eba\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 5476138,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                1594,\n",
       "                2003,\n",
       "                1668,\n",
       "                3869,\n",
       "                695,\n",
       "                171,\n",
       "                0,\n",
       "                0,\n",
       "                0,\n",
       "                0,\n",
       "                0,\n",
       "                0,\n",
       "                0\n",
       "            ],\n",
       "            \"stack\": \"stack_5476138\",\n",
       "            \"barCategoryGap\": \"40%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": false,\n",
       "                    \"position\": \"inside\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 5476138\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": true,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"0-10\",\n",
       "                \"10-50\",\n",
       "                \"50-100\",\n",
       "                \"100-500\",\n",
       "                \"500-1000\",\n",
       "                \"1000-5000\",\n",
       "                \"5000-10000\",\n",
       "                \"10000-50000\",\n",
       "                \"50000-100000\",\n",
       "                \"100000-500000\",\n",
       "                \"500000-1000000\",\n",
       "                \"1000000-5000000\",\n",
       "                \"5000000-10000000\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_1d7f1fcf719b400aa338bed691ea8ca2.setOption(option_1d7f1fcf719b400aa338bed691ea8ca2);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x7f6b39c11668>"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = ['0-10', '10-50', '50-100', '100-500', '500-1000', '1000-5000',\n",
    "              '5000-10000', '10000-50000', '50000-100000', '100000-500000', \n",
    "               '500000-1000000', '1000000-5000000', '5000000-10000000']\n",
    "values = [1594, 2003, 1668, 3869, 695, 171, 0, 0, 0, 0, 0, 0, 0]\n",
    "bar = Bar(\"蔡徐坤新进粉丝的关注数分布\",\"单位:人\", width = 500,height=500)\n",
    "bar.add(\"\", idx, values, is_stack=True,bar_category_gap='40%', \n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=20, \n",
    "       is_convert=True, is_yaxis_inverse=True, label_pos='inside')\n",
    "bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "35495119C83A4F829F68D4962D2C2F82",
    "mdEditEnable": false
   },
   "source": [
    "### 粉丝会员等级"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "id": "7DC7E2871E4D40A8AFAAB5F7787BD7FC",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    7002\n",
       "1    1529\n",
       "2     382\n",
       "6     283\n",
       "5     281\n",
       "4     264\n",
       "3     223\n",
       "7      36\n",
       "Name: user.mbrank, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ilun['user.mbrank'].sample(10000).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "id": "70B557C1601049399D0C8995CBC41FE3",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    7727\n",
       "1    1242\n",
       "2     294\n",
       "6     185\n",
       "4     182\n",
       "5     180\n",
       "3     177\n",
       "7      13\n",
       "Name: user.mbrank, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ikun['user.mbrank'].sample(10000).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "id": "404978EEA1F24A8CA4E6B959C3A647C5",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"e1b0d079aaf5412da0b231e916506fe5\" style=\"width:650px;height:500px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_e1b0d079aaf5412da0b231e916506fe5 = echarts.init(document.getElementById('e1b0d079aaf5412da0b231e916506fe5'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_e1b0d079aaf5412da0b231e916506fe5 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5468\\u6770\\u4f26/\\u8521\\u5f90\\u5764\\u8d85\\u8bdd\\u65b0\\u8fdb\\u7c89\\u4e1d\\u7684\\u5fae\\u535a\\u4f1a\\u5458\\u7b49\\u7ea7\\u5206\\u5e03\\u56fe\",\n",
       "            \"subtext\": \"\\u5355\\u4f4d:\\u4eba\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 5982128,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u5468\\u6770\\u4f26\",\n",
       "            \"data\": [\n",
       "                7002,\n",
       "                1529,\n",
       "                382,\n",
       "                223,\n",
       "                264,\n",
       "                281,\n",
       "                283,\n",
       "                36\n",
       "            ],\n",
       "            \"barCategoryGap\": \"40%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 5982128\n",
       "        },\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"name\": \"\\u8521\\u5f90\\u5764\",\n",
       "            \"data\": [\n",
       "                7727,\n",
       "                1242,\n",
       "                292,\n",
       "                177,\n",
       "                182,\n",
       "                180,\n",
       "                185,\n",
       "                13\n",
       "            ],\n",
       "            \"barCategoryGap\": \"40%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 5982128\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5468\\u6770\\u4f26\",\n",
       "                \"\\u8521\\u5f90\\u5764\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"8%\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                0,\n",
       "                1,\n",
       "                2,\n",
       "                3,\n",
       "                4,\n",
       "                5,\n",
       "                6,\n",
       "                7\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#FF6B6B\",\n",
       "        \"#3488DB\",\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_e1b0d079aaf5412da0b231e916506fe5.setOption(option_e1b0d079aaf5412da0b231e916506fe5);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x7f6b39c24cc0>"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = list(range(0,8))\n",
    "values1 = [7002, 1529, 382, 223, 264, 281, 283, 36]\n",
    "values2 = [7727, 1242, 292, 177, 182, 180, 185, 13]\n",
    "bar = Bar(\"周杰伦/蔡徐坤超话新进粉丝的微博会员等级分布图\",\"单位:人\", width = 650,height=500)\n",
    "bar.add(\"周杰伦\", idx, values1, is_stack=False,bar_category_gap='40%', label_color=['#3488DB'],\n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=20, is_label_show=True, legend_top=\"8%\")\n",
    "bar.add(\"蔡徐坤\", idx, values2, is_stack=False,bar_category_gap='40%', label_color=['#FF6B6B'],\n",
    "       xaxis_label_textsize=20, yaxis_label_textsize=20, is_label_show=True, legend_top=\"8%\")  \n",
    "bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "26DB95B0CEBF4A568E097E3EEB0A9DFA",
    "mdEditEnable": false
   },
   "source": [
    "### 粉丝是否认证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "id": "C5452C438869479D92AB7186F3E1939F",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    19575\n",
       "True       425\n",
       "Name: user.verified, dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ilun['user.verified'].sample(20000).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "id": "03C63EAC46FE47F78FDD8B3A5A2D2D98",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    9824\n",
       "True      176\n",
       "Name: user.verified, dtype: int64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ikun['user.verified'].sample(10000).value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6A66405BD6B24B208CAC542BD4EFB185",
    "mdEditEnable": false
   },
   "source": [
    "### 词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "id": "52BA4DCEC76C40D38C7327DCE9F29CC7",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import jieba\n",
    "from collections import Counter\n",
    "from pyecharts import WordCloud\n",
    "\n",
    "swords = [x.strip() for x in open ('/home/kesci/input/JayZhou6746/stopwords.txt')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "id": "19015A829D1440A298B3BA7131A356BD",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "def plot_word_cloud(data, swords):\n",
    "    text = ''.join(data)\n",
    "    words = list(jieba.cut(text))\n",
    "    ex_sw_words = []\n",
    "    for word in words:\n",
    "        if len(word)>1 and (word not in swords):\n",
    "            ex_sw_words.append(word)\n",
    "    c = Counter()\n",
    "    c = Counter(ex_sw_words)\n",
    "    wc_data = pd.DataFrame({'word':list(c.keys()), 'counts':list(c.values())}).sort_values(by='counts', ascending=False).head(100)\n",
    "    wordcloud = WordCloud(width=1300, height=620)\n",
    "    wordcloud.add(\"\", wc_data['word'], wc_data['counts'], word_size_range=[20, 100])\n",
    "    return wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "id": "9608A5FC43E9401A92ADE02D87E24E27",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "DEBUG:jieba:Building prefix dict from the default dictionary ...\n",
      "Dumping model to file cache /tmp/jieba.cache\n",
      "DEBUG:jieba:Dumping model to file cache /tmp/jieba.cache\n",
      "Loading model cost 0.921 seconds.\n",
      "DEBUG:jieba:Loading model cost 0.921 seconds.\n",
      "Prefix dict has been built succesfully.\n",
      "DEBUG:jieba:Prefix dict has been built succesfully.\n"
     ]
    },
    {
     "data": {
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       "myChart_cc4ce48c7cbd44c293757812d5749748.setOption(option_cc4ce48c7cbd44c293757812d5749748);\n",
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      ],
      "text/plain": [
       "<pyecharts.charts.wordcloud.WordCloud at 0x7f6b44ae6a90>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_word_cloud(ilun.loc[ilun['desc1'].notnull(), 'desc1'], swords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "id": "2B29D54B422B416BAA44B817522D1842",
    "scrolled": false
   },
   "outputs": [
    {
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       "\n",
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       "                    \"textStyle\": {\n",
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       "                    \"value\": 14,\n",
       "                    \"textStyle\": {\n",
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       "                    \"textStyle\": {\n",
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       "                    \"textStyle\": {\n",
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       "                },\n",
       "                {\n",
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       "                    \"value\": 14,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(134,59,26)\"\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8c22\\u8c22\",\n",
       "                    \"value\": 13,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(134,138,85)\"\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5a31\\u4e50\",\n",
       "                    \"value\": 13,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(72,153,21)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"me\",\n",
       "                    \"value\": 13,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(57,108,35)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65f6\\u800c\",\n",
       "                    \"value\": 13,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(37,29,101)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6837\\u5b50\",\n",
       "                    \"value\": 13,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
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       "                        }\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5b87\\u5b99\",\n",
       "                    \"value\": 13,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
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       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8ba4\\u8bc1\",\n",
       "                    \"value\": 13,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(130,30,63)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
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       "                            \"color\": \"rgb(56,96,154)\"\n",
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       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(102,87,62)\"\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"my\",\n",
       "                    \"value\": 12,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(70,82,68)\"\n",
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       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
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       "    \"animation\": true,\n",
       "    \"color\": [\n",
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       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
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       "        \"#c4ccd3\",\n",
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       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
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       "};\n",
       "myChart_35bbf9f2b60a48659ae827c9a8e283ea.setOption(option_35bbf9f2b60a48659ae827c9a8e283ea);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.wordcloud.WordCloud at 0x7f6b3df1ccf8>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jieba.add_word('蔡徐坤')\n",
    "plot_word_cloud(ikun.loc[ikun['desc1'].notnull(), 'desc1'], swords)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B44CAB37021D496F8E8F746D015CFC20",
    "mdEditEnable": false
   },
   "source": [
    "### 粉丝年龄层分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "id": "87990E1ED71944CC9F832458E9F4BE4B",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "jay = pd.read_csv('/home/kesci/input/JayZhou6746/jay2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "id": "ACD1502D74BA45BCAF7395B0423DB5D9",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>uid</th>\n",
       "      <th>昵称</th>\n",
       "      <th>大学</th>\n",
       "      <th>高中</th>\n",
       "      <th>公司</th>\n",
       "      <th>性别</th>\n",
       "      <th>感情状况</th>\n",
       "      <th>所在地</th>\n",
       "      <th>注册时间</th>\n",
       "      <th>生日</th>\n",
       "      <th>简介</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5320</th>\n",
       "      <td>2211242607</td>\n",
       "      <td>腾爷阿修罗</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东 深圳</td>\n",
       "      <td>2011-07-01</td>\n",
       "      <td>1990-06-10  双子座</td>\n",
       "      <td>暂无简介</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7391</th>\n",
       "      <td>2946986775</td>\n",
       "      <td>Be-Rj瑞金</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广东 广州</td>\n",
       "      <td>2012-09-12</td>\n",
       "      <td>1993-09-14  处女座</td>\n",
       "      <td>从未像现在这么自在，用安静的心好好做点事</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6837</th>\n",
       "      <td>2709834623</td>\n",
       "      <td>吹牛b表演艺术家</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>男</td>\n",
       "      <td>NaN</td>\n",
       "      <td>湖北 武汉</td>\n",
       "      <td>2012-04-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>非物质文化传承人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3657</th>\n",
       "      <td>1919267484</td>\n",
       "      <td>17princess1</td>\n",
       "      <td>云南大学</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>女</td>\n",
       "      <td>NaN</td>\n",
       "      <td>海外 美国</td>\n",
       "      <td>2011-01-14</td>\n",
       "      <td>07-27  狮子座</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2706</th>\n",
       "      <td>1826339901</td>\n",
       "      <td>白白举了个缸</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>女</td>\n",
       "      <td>NaN</td>\n",
       "      <td>山东 青岛</td>\n",
       "      <td>2010-10-05</td>\n",
       "      <td>1992-12-31  摩羯座</td>\n",
       "      <td>暂无简介</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             uid           昵称    大学   高中   公司 性别 感情状况    所在地        注册时间  \\\n",
       "5320  2211242607        腾爷阿修罗   NaN  NaN  NaN  男  NaN  广东 深圳  2011-07-01   \n",
       "7391  2946986775      Be-Rj瑞金   NaN  NaN  NaN  男  NaN  广东 广州  2012-09-12   \n",
       "6837  2709834623     吹牛b表演艺术家   NaN  NaN  NaN  男  NaN  湖北 武汉  2012-04-16   \n",
       "3657  1919267484  17princess1  云南大学  NaN  NaN  女  NaN  海外 美国  2011-01-14   \n",
       "2706  1826339901       白白举了个缸   NaN  NaN  NaN  女  NaN  山东 青岛  2010-10-05   \n",
       "\n",
       "                   生日                    简介  \n",
       "5320  1990-06-10  双子座                  暂无简介  \n",
       "7391  1993-09-14  处女座  从未像现在这么自在，用安静的心好好做点事  \n",
       "6837              NaN              非物质文化传承人  \n",
       "3657       07-27  狮子座                        \n",
       "2706  1992-12-31  摩羯座                  暂无简介  "
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jay.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "id": "C48F033F4D67456B88D6FFBD68DC5A8F",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "单身     213\n",
       "恋爱中     57\n",
       "已婚      44\n",
       "求交往     17\n",
       "丧偶      12\n",
       "订婚       3\n",
       "分居       2\n",
       "离异       1\n",
       "暧昧中      1\n",
       "Name: 感情状况, dtype: int64"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "status = jay['感情状况'].value_counts()\n",
    "status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "id": "C03C8959C01B41A4914FE3E96D133451",
    "scrolled": false
   },
   "outputs": [
    {
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       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
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       "\n",
       "\n",
       "<script>\n",
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       "        \"textStyle\": {\n",
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       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5355\\u8eab\",\n",
       "                \"\\u4e27\\u5076\",\n",
       "                \"\\u79bb\\u5f02\",\n",
       "                \"\\u8ba2\\u5a5a\",\n",
       "                \"\\u604b\\u7231\\u4e2d\",\n",
       "                \"\\u5206\\u5c45\",\n",
       "                \"\\u66a7\\u6627\\u4e2d\",\n",
       "                \"\\u6c42\\u4ea4\\u5f80\",\n",
       "                \"\\u5df2\\u5a5a\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"5%\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_447a7f9d4d3a4e63908d8290b522fac9.setOption(option_447a7f9d4d3a4e63908d8290b522fac9);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.funnel.Funnel at 0x7f6b39908240>"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Funnel\n",
    "\n",
    "\n",
    "funnel = Funnel(\"周杰伦粉丝感情状况\")\n",
    "funnel.add(\n",
    "    \"\",\n",
    "    status.index,\n",
    "    status.values,\n",
    "    is_label_show=True,\n",
    "    label_pos=\"inside\",\n",
    "    label_text_color=\"#fff\",\n",
    "    legend_top=\"5%\"\n",
    ")\n",
    "funnel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "id": "DE9854A4E47E4627A6D403247AB71363",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "univ = jay['大学'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "id": "35150DE8171647078B9D7D8B9F5E2C6F",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min', 'wordcloud': '/nbextensions/echarts/echarts-wordcloud.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"c9f5acc47f3d4a7892aa6e668d4cd6d5\" style=\"width:1300px;height:620px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts', 'wordcloud'], function(echarts) {\n",
       "        \n",
       "var myChart_c9f5acc47f3d4a7892aa6e668d4cd6d5 = echarts.init(document.getElementById('c9f5acc47f3d4a7892aa6e668d4cd6d5'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_c9f5acc47f3d4a7892aa6e668d4cd6d5 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"\\u4e0b\\u8f7d\\u56fe\\u7247\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 3401336,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
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       "        \"borderColor\": \"#333\",\n",
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       "        {\n",
       "            \"type\": \"wordCloud\",\n",
       "            \"shape\": \"circle\",\n",
       "            \"rotationRange\": [\n",
       "                -90,\n",
       "                90\n",
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       "            \"sizeRange\": [\n",
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     },
     "execution_count": 139,
     "metadata": {},
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   ],
   "source": [
    "wordcloud = WordCloud(width=1300, height=620)\n",
    "wordcloud.add(\"\", univ.index, univ.values, word_size_range=[0, 80])"
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  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
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    {
     "data": {
      "text/plain": [
       "array([nan, 'chant', '上海通用汽车有限公司', '完美世界（北京）软件有限公司', '本来生活网', '北海',\n",
       "       '折磨你的鸟不拉屎-TU', '自由职业', '阿里巴巴', '家里蹲坑大学', '德昌电机', '锐特信息', 'C4',\n",
       "       '郁金香广告传播有限公司', 'DCITS', '北京天坛医院', 'Microsoft', '绍兴银行', '肌肉工作室',\n",
       "       '宜家（中国）投资有限公司', 'CMCC', '云南电视台', '联想移动通信科技有限公司', '海正药业（杭州）有限公司',\n",
       "       '编辑', 'BOSCH', '无', '优酷网', '广东松山职业技术学院', '麦包包', '易车',\n",
       "       'CardinalHealth', '意大利帕尔马市法院', '阿呆呆幼稚园', '树洞研究所', '大众点评网',\n",
       "       '林文学装饰工程有限公司', '北京铁路局', '浙江小百花越剧团', '深圳市蓝凌软件股份有限公司', '德力西电气有限公司',\n",
       "       'SVW', '延广交通文艺台',\n",
       "       'Department of International Magical Cooperation',\n",
       "       '浙江天使之泪珍珠股份有限公司', '新华社·新华网', '转向器有限公司', '国家电网公司', '小小小私企', 'H',\n",
       "       '财新传媒有限公司', '邮政储蓄银行', 'sweet icing工作室', '筑道设计', '仁济医院',\n",
       "       'U-moment婚礼工作室', '永恒影像', 'Modern Water Inc', '易简设计', '工作室',\n",
       "       '白日梦无限公司', '湖南永通集团', '索尼', '交通银行股份有限公司', '湖北三环海通汽车有限公司', '琼州学院',\n",
       "       'shiatzy chen', '中信证券', 'GE', '小学', '扬州市江都区人力资源和社会保障局',\n",
       "       '博士视听系统(上海）有限公司', '你猜', '北京博润兄弟管理顾问有限公司', '创昱达', '海南广播电视总台',\n",
       "       'hujins', '福建省广播影视集团', 'ZZZ', '公司', '东道品牌创意有限公司', '腾讯', '韩都衣舍',\n",
       "       '广州白云天骏国际传媒公司', '乐视', '上海飞机制造有限公司', '华扬联众', 'Kingdom', '长兴伊通有限公司',\n",
       "       '久保田农业机械（苏州）有限公司', '额', '河北网弦信息技术有限公司', '东极视野文化传媒', '中国邮政储蓄银行',\n",
       "       '中国', '深圳mkeke', '河南省食品药品监督管理局', '幼儿园', 'Bosch', '保山海螺水泥有限责任公司',\n",
       "       '威信云投粤电扎西能源有限公司', '江西师范大学', '邯郸市中医院', '重庆新媒农信科技有限公司',\n",
       "       'Covidien CMDT', '上海烟草（集团）公司', '广州禾禾木文化发展有限公司', '厦门华旸建筑设计院',\n",
       "       '公众号小强蜀熟', 'ABB', '大连外国语大学', '靠谱会死星球', '凌霄殿', '中国国际航空股份有限公司',\n",
       "       '景韵文化传媒有限公司', '翰源照明', 'Kingston', '南京师范大学', '福建省劳务派遣服务有限公司',\n",
       "       'Madhouse', '遂宁坤轩商贸有限公司', '腾讯公司', '北京华联综合超市股份有限公司重庆江北分公司',\n",
       "       '上海宝尊电子商务有限公司', 'PPS网络电视', '福建新恒基广告', '深圳商报财经部', '济南军区总医院', 'YTD',\n",
       "       'KRAFT', '江苏恒立液压', 'Brookhave National Lab', '上海华力集成电路制造有限公司',\n",
       "       'GMAC-SAIC', '未来主义自由人', '机关', '百度', '中国人民解放军', '丨', '通灵学院',\n",
       "       '北京华通明略信息咨询有限公司', '中国教育电视台', '搪瓷七廠', '越秀集团', '辽宁天池葡萄酒有限公司',\n",
       "       '中国东方航空股份有限公司', '建设银行广东省分行', '帝都银行', '广州白云国际机场', '江苏汇典',\n",
       "       '济南一建集团总公司', 'Verona', '上海大众4S店', 'pla', '重庆品禾文化传播有限公司',\n",
       "       '经济贸易和信息化委员会', 'EIO', '虹软杭州', '雅培中国', '昆明世纪金源购物中心', 'IBM',\n",
       "       '北京来为科技有限公司', '创新工场', '专注摸鱼三十年研究所', '上海蚂蚁亲子旅游发展有限公司', '霍格沃兹魔法学校',\n",
       "       '正泰集团有限公司', '抖音', '福州威斯汀酒店', '郁金香传媒', '中酒', '培训中心',\n",
       "       'film production', '珠海航空有限公司', '大不留', 'OPPO', 'Philips',\n",
       "       '觅·雅集 MeeCollection', 'SAFMARINE', '广州鸿程达企业管理咨询有限公司', '浙江广电集团',\n",
       "       'Joanerfor Capital', '中国工商银行股份有限公司', 'dreamlike_bra', '科科',\n",
       "       '美赞臣营养品（中国）有限公司', '深圳市建筑科学研究院', '春田花花幼兒園', 'XXXX', 'vipshop',\n",
       "       '华中科技大学无锡研究院', 'Candy Master', 'Ivan Cho Photography',\n",
       "       '上海钢联电子商务股份有限公司', '惠普中国', '国际培训与教学技术学院（ITTTI）', '四川电视台',\n",
       "       'Maomao形象定制', '西班牙語教學 Dele备考課程輔導', '大沥医院', '中国联合网络通信有限公司扬州市分公司',\n",
       "       '安居客', '自營', '就不告诉你', '人生有限公司', '拾趣斋', '新配盟', '英华达', '江苏盛泽医院',\n",
       "       '***', 'JST', '庞弗雷专宠会所', '丰联集团', '市三女中', '汉华公务机航空有限公司', '欧莱雅',\n",
       "       '南京市市级机关医院', '罗源县公安局', '学而思', '申通地铁维保中心', '中国农业银行', '浙江传媒学院',\n",
       "       'Deloitte', '百事食品有限公司', 'LAVA MUSIC 拿火音乐', '拒绝透露，保护隐私', '无业',\n",
       "       'Asan Medical Center', '呵呵呵呵', '北京江南天安科技有限公司', '上海日播实业有限公司',\n",
       "       '上海迪宝玩具有限公司', '就不告诉你=-=', 'Accenture', 'CNTV', '上海汽车', '北京80后装修队',\n",
       "       'ebay', '中国营运管理中心', '原力动画', '姗姗倪 SHAN', '深圳影一映畫', '移动公司',\n",
       "       '中国南方航空集团公司', '武汉市', '行政机关', '合肥翰林', 'cmcc', 'FIFI萌宠生活馆',\n",
       "       '百度网讯科技有限公司', 'law', '模特', '深圳技师学院', '网易游戏', '南京利德东方橡塑科技有限公司',\n",
       "       '华音国际', 'SMBC', '小尾巴照相馆', '邵逸夫医院', '宝钢股份有限公司', '银行', '上海滑稽剧团',\n",
       "       '宝洁', '兴业银行成都分行', 'SANOFI', '舞台艺术', '南海中学分校', 'JTGC', '中国商飞',\n",
       "       '电子商务', 'Continental', '一汽大众汽车有限公司', '工人', '兴业银行',\n",
       "       '潍坊先知影视文化传媒有限公司', '上海欧安派广告传播有限公司', '云南地质工程勘察设计研究院', '中新力合股份有限公司',\n",
       "       '长庆油田', '泛成国际货运', '重庆新世界百货', '奇艺', '东风汽车公司总医院', '中海地产', '单手党',\n",
       "       '新华网', '长崎大学', '中国人寿保险（集团）公司', '-', '无业游民股份有限公司', 'THFT',\n",
       "       '深圳市奥宁设备有限公司', '苏宁', '华电国际邹县发电厂', '文博经贸有限公司', '郑州英途外语培训中心',\n",
       "       '美吉姆国际儿童教育中心', '展览展厅设计公司', 'NCS', 'DB Schenker', '德赛西威', '合众服饰',\n",
       "       '广之旅', '华尔街见闻', '广西大学', '上海赛科石油化工有限责任公司', '吴江公安局', 'Sephora',\n",
       "       '海问律师事务所', '瀚华', 'HA', 'Shunya', '福建省永正工程质量检测有限公司', '文职', '巨人网络',\n",
       "       '瞎捣腾公司', '上海乐麦网络科技有限公司', '瑞琳婚舍', '中国交通建设集团有限公司', '广东省粤电集团有限公司',\n",
       "       '服装厂', '山东钢铁莱钢集团', '南华工商学院', '葛兰素史克', 'MobilefishStudio',\n",
       "       '广东岭南职业技术学院-<br/>!现代制造学院-工业设计', '天津航空', '培训学校', '东道设计', 'STIDC',\n",
       "       '永安百货', '艺术财经', 'CHINA TOBACCO', '昆明地铁运营有限公司', '中国银行',\n",
       "       '明亚保险经纪公司南京分公司', '某互联网公司打杂', '上海天逸电器有限公司', '卓梓童钻石珠宝贸易公司', '阿里巴巴天猫',\n",
       "       '交通银行深圳分行', 'World Bank', '旭智地产', 'SONY', '常州市高尔登科技有限公司', '四川油建',\n",
       "       '玉林星艺装饰', 'XXX', 'BSH', '北京二零四八科技有限公司', '省广', '东风本田武汉安奇店',\n",
       "       '天津网络广播电视台', '深圳枭瞳网络科技有限公司', 'TAC队', '家里', 'NEUI', '开不开公司',\n",
       "       '广州乔泽商业地产咨询有限公司', '南京宜凯瑞新材料有限公司', '摩根大通', 'sineva', 'Artron.net',\n",
       "       '中国移动通信集团公司', '潍坊人民广播电台', '雀巢（中国）有限公司', 'V', 'Roche', '大象摄影工作室',\n",
       "       '郑州索菲特国际饭店', '江苏原力电脑动画制作有限公司', '威聚（上海）贸易有限公司',\n",
       "       'National Geographic Traveler', '上海锦江汤臣洲际大酒店', '成功之道教育集团',\n",
       "       '广州欧米奇西点西餐学院', '上海艾禾服饰有限公司', '湖南金鹰卡通卫视', '湖南大学', '海康人寿保险有限公司广东分公司',\n",
       "       '思科研发有限公司', '东航西北分公司', '华为技术有限公司', '泰来阁', '时尚传媒集团', 'Nielsen',\n",
       "       '深圳广播电影电视集团', '中国建设银行股份有限公司', 'F-M', '潮州市韩上楼茶艺餐饮有限公司',\n",
       "       'Hananey工作室', '泉州银行', '中油海', '抚顺市残疾人康复中心', '济南早安教育科技有限公司', '淘宝达人',\n",
       "       '·········', '中车信息技术有限公司', '荷兰国家旅游会议促进局北京代表处', '上海久隆电力集团',\n",
       "       '大连医科大学', 'Ogilvy', '凤凰网', 'pixomondo', '=', '武汉理工大学',\n",
       "       '德盈财富管理有限公司', 'BOC', '无锡肯德基胜利餐厅', '蓝色光标', '瓦坎达皇家卷烟厂', '其他',\n",
       "       'QorosAuto', '阿里爸爸', '华南日通', '凯里', '东莞大宇精工轴承有限公司', 'SL', 'Pwc',\n",
       "       'A索国际早教', '乐约科技', 'OMD', '四川摩奇信息技术有限公司', 'SMEDI', '江阴金一',\n",
       "       '广东省东莞市蒂诺实业投资有限公司', '盛大汽车服务连锁', '贸易', '北京金隅', '无业游民', '上海海关',\n",
       "       '四川大学', '中诚信国际', '吃喝玩乐有限公司', '中国美术出版总社', '湖北省超高压公司',\n",
       "       '上海百福东方国际物流有限责任公司', '三庆', '金蝶软件', '四川广播电视台', '武汉幻方科技',\n",
       "       '伟力嘉美信整形美容医院', '健康', '曹妃甸智予手机店', '小仲茶轩', '包头广播电视台', '佛山市雅恩五金工艺厂',\n",
       "       '牛马匹牛逼公司', '中航文化股份有限公司', '9733s', '中软国际(上海)科技服务有限公司', '就学',\n",
       "       '建设银行信用卡中心', '温州华盟网络科技有限公司', '天津电视台', '四川华英化工有限责任公司', '幼稚园',\n",
       "       '宏源证券', '周大福', '中国建设银行', '中国电信集团公司', '汕头市时尚居家服饰研究院', '上海自来水市北有限公司',\n",
       "       'PCCW', '学乐文化传媒有限公司', '苏州豪勤谦财务咨询有限公司', '南京锦湖轮胎有限公司',\n",
       "       '北京日升天信科技股份有限公司', '新街口街道', '陕西省地方电力集团有限公司', '圣都装饰', '上海红酒交易中心',\n",
       "       '搜狐', '江苏元录医疗', '浙江正泰汽车科技有限公司', '新东方', '英国保诚公司', 'BBCIR', '游民一只',\n",
       "       '中国海洋大学', '平安信托', 'Forever21', '商城集团', 'JAS', '自由', '华大基因',\n",
       "       '面相研究社', '惠氏', '长江日报', '东方证券', '瑞山装饰材料有限公司', '哈尔滨橙育外语学校',\n",
       "       '云南祥鹏航空公司', '汇丰软件', 'metal core', '青岛银行', '河北交通', '高密市机关印刷所',\n",
       "       '尴尬公司', '联想（无锡）客户联络中心', '克拉玛依一中', '中国民生银行', '113',\n",
       "       '成都蓝海基业信息技术有限公司', '糖烟酒周刊杂志社', '中国气象局', '凯里学院附中', '新八建设集团',\n",
       "       '天津大众船务', '丁香诊所', '云南建投', '绍兴日报社', 'Netease 163', '旺', '博物馆',\n",
       "       'KPMG', 'TEENIEWEENIE', '东莞光明中学', '施强药业集团', '人民大天使',\n",
       "       '交通大学医学院附属第九人民医院', '垃圾破烂回收公司', '中海石油财务有限责任公司', '广州赛宝联睿科技有限公司',\n",
       "       '上海科勒', '埃森哲（大连）有限公司', '广州顶津食品有限公司', '郑州火爆网络科技有限公司', '篮球', '昆明移动',\n",
       "       'ICBC', 'SAP', '博雅互动', '中信银行', '聚樂方塊數位股份有限公司', '武汉东湖高新区', '搪瓷柒厂',\n",
       "       '00000', '云南艺术学院', 'poplife', 'LEARNING VISION', '中智上海经济技术合作公司',\n",
       "       '学生', '重庆邺兴建筑装饰工程有限公司', '尤溪职业中专学校', 'Micron', '深圳市建筑设计研究总院',\n",
       "       '人生无限公司', '广州好极商贸有限公司', '中国电信', '小雨是云彩的', '上海信而富企业有限管理公司',\n",
       "       '北京外国语大学', '中国国际货运航空有限公司', '软件公司', '奥尔特云共荣圈常务委员会', '招商银行股份有限公司',\n",
       "       '成都网盟科技有限公司', '城乡结合部', '浙江理工大学', '地下铁', '联合利华', '郑州铁路局',\n",
       "       '云南电网呈贡分局', '上海国美电器有限公司', '太平洋电脑电脑信息咨询有限公司', '法拉利中国', '北京卤蛋高级club',\n",
       "       '漯河经济电视台', '西安经济技术开发区薇斯达瑞服装工作室', '基蛋生物科技股份有限公司', '广告公司',\n",
       "       '上海市普陀区人民医院', '66666', 'caac', '北京搜房网络技术有限公司深圳分公司',\n",
       "       '长安银行股份有限公司汉中分行', '中国移动通信集团辽宁有限公司', '蔡嘉', '清新花园酒店', '露妮', '南京财经学校',\n",
       "       '中国国际金融有限公司', '申万宏源', '传媒', '大咖说', '必胜客', '某券商', '卡过有限公司',\n",
       "       '成商集团股份有限公司', '科学出版社', '中国联合网络通信有限公司', '北京白泽映画文化有限公司',\n",
       "       '深圳泰思威特科技有限公司', '宁波方周国际贸易有限公司', '新吉恩', '青春映画studio', '浙江警察学院',\n",
       "       '无锡雅座', 'Starbucks', '扬州头条', '宜兴市人力资源和社会保障局', '广州博骏家居科技有限公司',\n",
       "       '新浪网技术（中国）有限公司', '温州和平整形医院', '东华', '广元世纪城投资发展有限公司',\n",
       "       '上海华程西南旅行社有限公司', '花蕾', '上海市不夜城国际旅行社', '杭州笑问信息科技有限公司', '昆明乐町商贸有限公司',\n",
       "       '大中华废品回收集团公司', 'One Sense', '国税', '今天不快乐', '浙江宝盛建设集团有限公司',\n",
       "       'y2design 张瑶工作室', '勇者', '徘徊到繁华世界 才看到你的背影', 'SGS', '拜仁慕尼黑',\n",
       "       '北方民族大学', '中国平安保险（集团）股份有限公司', '恒泰证券', '吉林中证律师事务所', '久立集团',\n",
       "       '重庆市万盛区南桐镇中心卫生院', '天上人间', '华润（集团）有限公司', '口袋传奇', '东洋工程（上海）有限公司',\n",
       "       '融创', '城基中学', '梅州造型先生', 'Pocket Records', 'BMS', '哈尔滨市第四医院',\n",
       "       'RMBG 钞票帮', 'University of Birmingham', '00', '西安邮电', '未知公司',\n",
       "       'Somewhere', '豊田', '泽昂口腔门诊部', 'HSBC', '家里蹲股份有限公司', '广东省电力调度中心',\n",
       "       '广田集团', '南昌铁路局龙岩工务段', '上海机场贵宾服务有限公司', '北京天意城文化传媒有限公司',\n",
       "       '苏宁电器股份有限公司', '重庆星天地医疗美容', 'TUV莱茵', '鮀浦中学',\n",
       "       'charles voegele trading AG', '泡茶讲古画虎兰科技有限责任公司', '天津银行', '上海市东方医院',\n",
       "       '电商', '山西同文职业技术学院', '没有', '上海信谊万象药业股份有限公司', '创新景观', '西工大',\n",
       "       '长春单色彩虹文化传媒有限公司', '中建安装工程有限公司海外事业部', '上海点佰趣信息科技有限公司',\n",
       "       '上海电气通讯技术有限公司', 'cctv', 'NONONO', 'HP', '双流', '宝德学院', '河南大学',\n",
       "       '唐山新宝泰钢铁有限公司', '苏州大学', '哦~', '湖南广播电视台', '广东电视台', '超牛逼', 'apple',\n",
       "       '天津理工大学', '顺丰', '焦点广告', '璀璨国际有限公司', '前线', '内蒙古哈林网络科技有限公司',\n",
       "       '广东产品质量监督检验研究院', '平安产险重庆分公司合川支公司', '哈师大', '焦点科技股份有限公司', 'Forces',\n",
       "       '龙湖地产', '轻轻巧巧', 'kpf', '北京大米科技有限公司', '努力努力努力', '北京能量工场', 'TJA',\n",
       "       '上海市电力工程建设监理有限公司', '广州省汕头市潮南民生医院', '潮汕学院', '召唤师峡谷', '峨眉山乐山大佛管委会',\n",
       "       'xx', '中行工业', '东单医专', '上海联恩贸易发展有限公司', '宁冈中学', '广铁集团',\n",
       "       '成都华润燃气工程有限公司', '付爱宝', '北医三院', 'SABIC', '阿斯顿法国', '中科院声学所', '左邻右舍',\n",
       "       '大不列颠神经精神病研究所', '建筑公司', '渤海银行', '昆明小太阳儿童用品有限公司', '小米公司', '衢州市',\n",
       "       '重庆去野源产地商贸有限公司', '江苏成人教育中心', '不自由插画师', '杭州日报报业集团', '黉门中学', '工商银行',\n",
       "       '不知道', 'PureWallet', '咖啡之翼', '京东', '花太郎', '号外科技有限公司', '5KON  淘宝店铺',\n",
       "       '华东医院', '渐冻人托拉斯公司', '四川路桥', '新余燃气有限公司', '上海达尔威贸易有限公司', '厦门航空',\n",
       "       '无锡市机关幼儿园', '杭州追光婚礼影像', '中国安防技术有限公司', '哇哈哈', '自由失业者',\n",
       "       '爱纳孤独症障碍者服务中心志愿者', '魏公村女子职业技术学院', '广州三星通信技术研究有限公司',\n",
       "       '陕西延长石油（集团）有限责任公司', '浙江贝盛新能源开发有限公司', '鸳鸯金楼', '陕西省广电中心', '正荣地产',\n",
       "       '临川菜梗有限公司', '唯舞街舞工作室', '南昌嘉伟门业', '学校', '京城地铁', '武汉凡城商贸有限公司',\n",
       "       '中央电视台', '中国第一汽车集团公司红旗分公司', '中国医学科学院整形外科医院', '广告设计制作', '源氏重工',\n",
       "       '四川一则文化传媒有限公司', '碧桂园', '同洲电子股份有限公司', '潍柴动力', '二骑吃瘪保护协会', '浪潮集团',\n",
       "       '深圳华汇设计', '浙江大学附属第二医院', '上海大众汽车', '唧唧歪歪创意工作室', '天山集团', '消防',\n",
       "       '润银创世', '北京电信', '宁波栎社国际机场', '美团外卖潜江站', '特别调查处', '中联航旅', '卡伊',\n",
       "       '成都万澍资产管理有限公司', '北京一起搬集团', '集美大学', '内蒙古农商行', 'MAX',\n",
       "       '华娱天信影视文化传媒有限公司', '保定百辰商贸有限公司', '陶山镇中心卫生院', '中伦律师事务所', '河南电视台',\n",
       "       '北京启明星辰信息安全技术有限公司', '神华黄骅港务公司', '乐山师范学院', 'CA', '科学养猪厂',\n",
       "       '首都医科大学附属北京朝阳医院', '设计师', '山东中迅网络传媒有限公司', '神盾局', 'PAP', '开心无限公司',\n",
       "       '检察院', '国药控股山西润禾医药有限公司', '腾讯云', '德州飓风影音器材有限公司', '1', '好烦想当白敬亭女朋友',\n",
       "       '横店影视股份有限公司', '广州铭太信息科技有限公司', '国药控股', '迫不及待等待退休公司', '侵藝tattoo',\n",
       "       '人生海海', '水印良品摄影', '绮木乐器行', '盐城卡洛泽科技有限公司', '这里'], dtype=object)"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jay['公司'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "id": "E87BB3BF78AE415894CEA37ED7283CF7",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "jay['province'] = jay['所在地'].str.split(' ', expand=True)[0]\n",
    "jay['city'] = jay['所在地'].str.split(' ', expand=True)[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "id": "2C15479807A54DEBA5D60027897BCAA5",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "jay['birthday'] = jay['生日'].str.extract(r'(\\d{4}-\\d{2}-\\d{2})')\n",
    "jay['const'] = jay['生日'].str.extract(r'(\\w{2}座)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "id": "AC839CC279204C65BB96EAFCB5290819",
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8756 entries, 0 to 8755\n",
      "Data columns (total 15 columns):\n",
      "uid         8756 non-null object\n",
      "昵称          8716 non-null object\n",
      "大学          2340 non-null object\n",
      "高中          855 non-null object\n",
      "公司          885 non-null object\n",
      "性别          8718 non-null object\n",
      "感情状况        350 non-null object\n",
      "所在地         8716 non-null object\n",
      "注册时间        8708 non-null object\n",
      "生日          6917 non-null object\n",
      "简介          8726 non-null object\n",
      "province    8716 non-null object\n",
      "city        6523 non-null object\n",
      "birthday    4025 non-null object\n",
      "const       6848 non-null object\n",
      "dtypes: object(15)\n",
      "memory usage: 1.0+ MB\n"
     ]
    }
   ],
   "source": [
    "jay.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "id": "7F63F381367A41FC8915F84F82E2FFD5",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1674    1992-03-28\n",
       "4330           NaN\n",
       "5730    1998-03-29\n",
       "7746           NaN\n",
       "8012    1996-02-24\n",
       "Name: birthday, dtype: object"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jay['birthday'].sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "id": "8AE32BF10E494D9C84D14BACA62C199D",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "jay['注册时间'] = pd.to_datetime(jay['注册时间'], errors='coerce')\n",
    "jay['birthday'] = pd.to_datetime(jay['birthday'], errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "id": "A8CD654FA01540EC8F8D1602604828EA",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2011.0    3144\n",
       "2010.0    2773\n",
       "2012.0    1611\n",
       "2013.0     852\n",
       "2009.0     182\n",
       "2014.0     141\n",
       "2015.0       4\n",
       "2017.0       1\n",
       "Name: 注册时间, dtype: int64"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "register = jay['注册时间'].dt.year.value_counts()\n",
    "register"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "id": "FB1DBCA6B57542C284943871DB73B6EC",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<pyecharts.charts.bar.Bar at 0x7f6b398b4eb8>"
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     "metadata": {},
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    }
   ],
   "source": [
    "bar = Bar(\"周杰伦超话粉丝注册微博时间\", \"单位:人\", width=700, height=500)\n",
    "bar.add(\"\",\n",
    "        [2009, 2010, 2011, 2012, 2013, 2014, 2015],\n",
    "        [182, 2773, 3144, 1611, 852, 141, 4],\n",
    "        is_stack=False, bar_category_gap='40%',\n",
    "        xaxis_label_textsize=20, yaxis_label_textsize=20,\n",
    "        label_color=['#FF6B6B'])\n",
    "\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "id": "CCDCA4C7388042458D9E70196FB84A07",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "jay['bir_year'] = jay['birthday'].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "id": "F56A6AA381664A6AA551A833B56527D3",
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "bir_year = jay.loc[(jay['bir_year'] > 1970)&(jay['bir_year']<2010), 'bir_year'].value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {
    "id": "E78344A046BC4294867A14B56C556CF4",
    "scrolled": false
   },
   "outputs": [
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       "        {\n",
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       "            \"nameLocation\": \"middle\",\n",
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       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
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       "            \"boundaryGap\": true,\n",
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       "            \"splitLine\": {\n",
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       "                \"lineStyle\": {\n",
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       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 20\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#FF6B6B\",\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_8b11275fb02f47bfb561ca4d0fe8813a.setOption(option_8b11275fb02f47bfb561ca4d0fe8813a);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x7f6b396e8f60>"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bar = Bar(\"周杰伦超话粉丝年龄层\", \"单位:人\", width=700, height=500)\n",
    "bar.add(\"\",\n",
    "        bir_year.index,\n",
    "        bir_year.values,\n",
    "        is_stack=False, bar_category_gap='40%',\n",
    "        xaxis_label_textsize=20, yaxis_label_textsize=20,\n",
    "        label_color=['#FF6B6B'])\n",
    "\n",
    "bar"
   ]
  }
 ],
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